{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PyGeM\n",
    "## Tutorial 5: Inverse Distance Weighting interpolation technique on a cube"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this tutorial we will show how to use the Inverse Distance Weighting interpolation technique to deform a cube.\n",
    "\n",
    "First of all, we import the required classes, the numpy package and we set matplotlib for the notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from pygem import IDWParameters, IDW"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We need to set the deformation parameters: we can set manually, by editing the `IDWParameters` attributes, or we can read them by parsing a file. Moreover, we can save a `IDWParameters` instance to a file in order to edit this for the future deformations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "parameters_file = '../tests/test_datasets/parameters_idw_cube.prm'\n",
    "\n",
    "params = IDWParameters()\n",
    "params.read_parameters(filename=parameters_file)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following is the parameters file for this particular case. The Inverse Distance Weighting section describes the power parameter (see the documentation of the [IDW](http://mathlab.github.io/PyGeM/idw.html) class for more details). As control points we consider the 8 vertices of the cube (the first one is not exactly the vertex), and we move 3 of them. In the Control points section there are all the coordinates of the control points."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r\n",
      "[Inverse Distance Weighting]\r\n",
      "# This section describes the setting of idw.\r\n",
      "\r\n",
      "# the power parameter\r\n",
      "power: 2\r\n",
      "\r\n",
      "\r\n",
      "[Control points]\r\n",
      "# This section describes the RBF control points.\r\n",
      "\r\n",
      "# original control points collects the coordinates of the interpolation control\r\n",
      "# points before the deformation.\r\n",
      "original control points: -.1   0.0   0.0\r\n",
      "                         0.0   0.0   1.0\r\n",
      "                         0.0   1.0   0.0\r\n",
      "                         1.0   0.0   0.0\r\n",
      "                         0.0   1     1.0\r\n",
      "                         1.0   0.0   1.0\r\n",
      "                         1.0   1.0   0\r\n",
      "                         1.0   1.0   1.0\r\n",
      "\r\n",
      "# deformed control points collects the coordinates of the interpolation control\r\n",
      "# points after the deformation.\r\n",
      "deformed control points: 0.1   0.2   .3\r\n",
      "                         0.0   0.0   1.0\r\n",
      "                         0.0   1.0   0.0\r\n",
      "                         1.0   0.0   0.0\r\n",
      "                         0.0   .8   1.0\r\n",
      "                         1.0   0.0   1.0\r\n",
      "                         1.0   1.0   0.0\r\n",
      "                         1.2   1.2   1.2\r\n"
     ]
    }
   ],
   "source": [
    "%cat '../tests/test_datasets/parameters_idw_cube.prm'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we create a 10-by-10-by-10 lattice to mimic a cube."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "nx, ny, nz = (10, 10, 10)\n",
    "mesh = np.zeros((nx * ny * nz, 3))\n",
    "\n",
    "xv = np.linspace(0, 1, nx)\n",
    "yv = np.linspace(0, 1, ny)\n",
    "zv = np.linspace(0, 1, nz)\n",
    "z, y, x = np.meshgrid(zv, yv, xv)\n",
    "\n",
    "mesh = np.array([x.ravel(), y.ravel(), z.ravel()])\n",
    "mesh = mesh.T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we plot the points to see what we are doing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f85356f4e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(1)\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "ax.scatter(mesh[:, 0], mesh[:, 1], mesh[:, 2], c='blue', marker='o')\n",
    "ax.set_xlabel('X axis')\n",
    "ax.set_ylabel('Y axis')\n",
    "ax.set_zlabel('Z axis')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally we perform the IDW interpolation using the IDW class."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "idw = IDW(params, mesh)\n",
    "idw.perform()\n",
    "new_mesh_points = idw.modified_mesh_points"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can plot the new points in order to see the deformation. Try different powers to better fit your specific problem."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f853106fe50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(2)\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "ax.scatter(new_mesh_points[:, 0], new_mesh_points[:, 1], new_mesh_points[:, 2], c='red', marker='o')\n",
    "ax.set_xlabel('X axis')\n",
    "ax.set_ylabel('Y axis')\n",
    "ax.set_zlabel('Z axis')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
